Journal of Big Data

Table 11 Result of Snapchat platform

From: Sentiment analysis for cruises in Saudi Arabia on social media platforms using machine learning algorithms

Snapchat
Algorithm	Metrics	Imbalance		Over-sampling		Under-sampling
Algorithm	Metrics	70%	Fold 10	70%	Fold 10	70%	Fold 10
MLP	Accuracy	90.59%	91.19%	100%	99.61%	94.12%	83.93%
	MAE	1.10	0.10	0.01	0.01	0.18	0.21
	Precision	0.92	0.90	1.00	1.00	0.95	0.84
	Recall	0.91	0.91	1.00	1.00	0.94	0.84
	F-Measure	0.88	0.89	1.00	1.00	0.94	0.84
SVM	Accuracy	90.59%	91.20%	100%	99.41%	82.35%	85.71%
	MAE	0.09	0.09	0.00	0.01	0.18	0.16
	Precision	0.91	0.90	1.00	0.99	0.87	0.84
	Recall	0.91	0.91	1.00	0.99	0.82	0.84
	F-Measure	0.89	0.89	1.00	0.99	0.82	0.84
RF	Accuracy	88.24%	90.85%	100%	100%	82.35%	82.14%
	MAE	0.12	0.12	0.04	0.03	0.39	0.34
	Precision	0.88	0.92	1.00	1.00	0.87	0.82
	Recall	1.0	0.91	1.00	1.00	0.82	0.82
	F-Measure	0.94	0.87	1.00	1.00	0.82	0.82
NB	Accuracy	89.41%	92.61%	97.40%	98.05%	82.35%	75%
	MAE	0.10	0.09	0.05	0.05	0.25	0.25
	Precision	0.91	0.93	0.98	0.98	0.83	0.76
	Recall	0.89	0.93	0.97	0.98	0.82	0.75
	F-Measure	0.85	0.91	0.97	0.98	0.82	0.75
Voting	Accuracy	90.59%	91.55%	100%	99.41%	85.71%	82.35%
	MAE	0.10	0.10	0.028	0.03	0.25	0.23
	Precision	0.92	0.91	1.00	0.99	0.87	0.86
	Recall	0.91	0.92	1.00	0.99	0.82	0.86
	F-Measure	0.88	0.89	1.00	0.99	0.82	0.86

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